{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_xnMOsbqHz61"
   },
   "source": [
    "# Pix2Pix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ITZuApL56Mny"
   },
   "source": [
    "This notebook demonstrates image to image translation using conditional GAN's, as described in [Image-to-Image Translation with Conditional Adversarial Networks](https://arxiv.org/abs/1611.07004). Using this technique we can colorize black and white photos, convert google maps to google earth, etc. Here, we convert building facades to real buildings.\n",
    "\n",
    "In example, we will use the [CMP Facade Database](http://cmp.felk.cvut.cz/~tylecr1/facade/), helpfully provided by the [Center for Machine Perception](http://cmp.felk.cvut.cz/) at the [Czech Technical University in Prague](https://www.cvut.cz/). To keep our example short, we will use a preprocessed [copy](https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/) of this dataset, created by the authors of the [paper](https://arxiv.org/abs/1611.07004) above.\n",
    "\n",
    "Each epoch takes around 58 seconds on a single P100 GPU.\n",
    "\n",
    "Below is the output generated after training the model for 200 epochs.\n",
    "\n",
    "![sample output_1](https://www.tensorflow.org/images/gan/pix2pix_1.png)\n",
    "![sample output_2](https://www.tensorflow.org/images/gan/pix2pix_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "e1_Y75QXJS6h"
   },
   "source": [
    "## Import TensorFlow and other libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "YfIk2es3hJEd"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import clear_output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "iYn4MdZnKCey"
   },
   "source": [
    "## Load the dataset\n",
    "\n",
    "You can download this dataset and similar datasets from [here](https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets). As mentioned in the [paper](https://arxiv.org/abs/1611.07004) we apply random jittering and mirroring to the training dataset.\n",
    "* In random jittering, the image is resized to `286 x 286` and then randomly cropped to `256 x 256`\n",
    "* In random mirroring, the image is randomly flipped horizontally i.e left to right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1015,
     "status": "ok",
     "timestamp": 1551645014131
    },
    "id": "Kn-k8kTXuAlv",
    "outputId": "cd1649cb-4f17-4857-a137-e7b1a5e1d002"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/yangyun/.keras/datasets/facades/\n"
     ]
    }
   ],
   "source": [
    "_URL = 'https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/facades.tar.gz'\n",
    "\n",
    "path_to_zip = tf.keras.utils.get_file('facades.tar.gz',\n",
    "                                      origin=_URL, \n",
    "                                      extract=True)\n",
    "\n",
    "PATH = os.path.join(os.path.dirname(path_to_zip), 'facades/')\n",
    "print(PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2CbTEt448b4R"
   },
   "outputs": [],
   "source": [
    "BUFFER_SIZE = 400\n",
    "BATCH_SIZE = 1\n",
    "IMG_WIDTH = 256\n",
    "IMG_HEIGHT = 256\n",
    "OUTPUT_CHANNELS = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "aO9ZAGH5K3SY"
   },
   "outputs": [],
   "source": [
    "def load(image_file):\n",
    "    \n",
    "    image = tf.io.read_file(image_file)\n",
    "    image = tf.image.decode_jpeg(image)\n",
    "    \n",
    "    w = tf.shape(image)[1]\n",
    "    w = w // 2\n",
    "    real_image = image[:, :w, :]\n",
    "    input_image = image[:, w:, :]\n",
    "    \n",
    "    input_image = tf.cast(input_image, tf.float32)\n",
    "    real_image = tf.cast(real_image, tf.float32)\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "height": 558
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3959,
     "status": "ok",
     "timestamp": 1551645018835
    },
    "id": "4OLHMpsQ5aOv",
    "outputId": "5bfde74b-a0dd-42fa-8e9c-4f6eb42215ed"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x132d25b70>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inp, re = load(PATH+'train/100.jpg')\n",
    "# casting to int for matplotlib to show the image\n",
    "plt.figure()\n",
    "plt.imshow(inp/255.0)\n",
    "plt.figure()\n",
    "plt.imshow(re/255.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rwwYQpu9FzDu"
   },
   "outputs": [],
   "source": [
    "def resize(input_image, real_image, height, width):\n",
    "    \n",
    "    input_image = tf.image.resize(input_image, [height, width], \n",
    "                                  method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)\n",
    "    real_image = tf.image.resize(real_image, [height, width], \n",
    "                                  method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Yn3IwqhiIszt"
   },
   "outputs": [],
   "source": [
    "def random_crop(input_image, real_image):\n",
    "    \n",
    "    stacked_image = tf.stack([input_image, real_image], axis=0)\n",
    "    cropped_image = tf.image.random_crop( stacked_image, size=[2, IMG_HEIGHT, IMG_WIDTH, 3])\n",
    "    \n",
    "    return cropped_image[0], cropped_image[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "muhR2cgbLKWW"
   },
   "outputs": [],
   "source": [
    "# normalizing the images to [-1, 1]\n",
    "def normalize(input_image, real_image):\n",
    "    \n",
    "    input_image = (input_image / 127.5) - 1\n",
    "    real_image  = (real_image   / 127.5) - 1\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "fVQOjcPVLrUc"
   },
   "outputs": [],
   "source": [
    "@tf.function()\n",
    "def random_jitter(input_image, real_image):\n",
    "    # resizing to 286 x 286 x 3\n",
    "    input_image, real_image = resize(input_image, real_image, 286, 286)\n",
    "    \n",
    "    # randomly cropping to 256 x 256 x 3\n",
    "    input_image, real_image = random_crop(input_image, real_image)\n",
    "    if tf.random.uniform(()) > 0.5:\n",
    "        # random mirroring\n",
    "        input_image = tf.image.flip_left_right(input_image)\n",
    "        real_image = tf.image.flip_left_right(real_image)\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "height": 390
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1222,
     "status": "ok",
     "timestamp": 1551645021485
    },
    "id": "n0OGdi6D92kM",
    "outputId": "00242d5c-9efe-498d-fab0-68f47161b074"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# As you can see in the images below\n",
    "# that they are going through random jittering\n",
    "# Random jittering as described in the paper is to\n",
    "# 1. Resize an image to bigger height and width\n",
    "# 2. Randomnly crop to the original size\n",
    "# 3. Randomnly flip the image horizontally \n",
    "\n",
    "plt.figure(figsize=(6, 6))\n",
    "for i in range(4):\n",
    "    rj_inp, rj_re = random_jitter(inp, re)  \n",
    "    plt.subplot(2, 2, i+1)\n",
    "    plt.imshow(rj_inp/255.0)\n",
    "    plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "tyaP4hLJ8b4W"
   },
   "outputs": [],
   "source": [
    "def load_image_train(image_file):\n",
    "    \n",
    "    input_image, real_image = load(image_file)\n",
    "    input_image, real_image = random_jitter(input_image, real_image)\n",
    "    input_image, real_image = normalize(input_image, real_image)\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "VB3Z6D_zKSru"
   },
   "outputs": [],
   "source": [
    "def load_image_test(image_file):\n",
    "    \n",
    "    input_image, real_image = load(image_file)\n",
    "    input_image, real_image = resize(input_image, real_image,  IMG_HEIGHT, IMG_WIDTH) \n",
    "    input_image, real_image = normalize(input_image, real_image)\n",
    "    \n",
    "    return input_image, real_image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PIGN6ouoQxt3"
   },
   "source": [
    "## Input Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "SQHmYSmk8b4b"
   },
   "outputs": [],
   "source": [
    "train_dataset = tf.data.Dataset.list_files(PATH+'train/*.jpg')\n",
    "train_dataset = train_dataset.shuffle(BUFFER_SIZE)\n",
    "train_dataset = train_dataset.map(load_image_train, num_parallel_calls=tf.data.experimental.AUTOTUNE)\n",
    "train_dataset = train_dataset.batch(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MS9J0yA58b4g"
   },
   "outputs": [],
   "source": [
    "test_dataset = tf.data.Dataset.list_files(PATH+'test/*.jpg')\n",
    "test_dataset = test_dataset.shuffle(BUFFER_SIZE)\n",
    "test_dataset = test_dataset.map(load_image_test)\n",
    "test_dataset = test_dataset.batch(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "THY-sZMiQ4UV"
   },
   "source": [
    "## Build the Generator\n",
    "  * The architecture of generator is a modified U-Net.\n",
    "  * Each block in the encoder is (Conv -> Batchnorm -> Leaky ReLU)\n",
    "  * Each block in the decoder is (Transposed Conv -> Batchnorm -> Dropout(applied to the first 3 blocks) -> ReLU)\n",
    "  * There are skip connections between the encoder and decoder (as in U-Net).\n",
    " \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3R09ATE_SH9P"
   },
   "outputs": [],
   "source": [
    "def downsample(filters, size, apply_batchnorm=True):\n",
    "    \n",
    "    initializer = tf.random_normal_initializer(0., 0.02)\n",
    "    result = tf.keras.Sequential()\n",
    "    result.add( tf.keras.layers.Conv2D(filters, size, strides=2, padding='same', kernel_initializer=initializer, use_bias=False))\n",
    "    \n",
    "    if apply_batchnorm:\n",
    "        result.add(tf.keras.layers.BatchNormalization())\n",
    "    \n",
    "    result.add(tf.keras.layers.LeakyReLU())\n",
    "    \n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "nhgDsHClSQzP"
   },
   "outputs": [],
   "source": [
    "def upsample(filters, size, apply_dropout=False):\n",
    "    \n",
    "    initializer = tf.random_normal_initializer(0., 0.02)\n",
    "    result = tf.keras.Sequential()\n",
    "    result.add(tf.keras.layers.Conv2DTranspose(filters, size, strides=2, padding='same', kernel_initializer=initializer, use_bias=False))\n",
    "    result.add(tf.keras.layers.BatchNormalization())\n",
    "    \n",
    "    if apply_dropout:\n",
    "        result.add(tf.keras.layers.Dropout(0.5))\n",
    "    \n",
    "    result.add(tf.keras.layers.ReLU())\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "lFPI4Nu-8b4q"
   },
   "outputs": [],
   "source": [
    "def Generator():\n",
    "    down_stack = [\n",
    "        downsample(64, 4, apply_batchnorm=False), # (bs, 128, 128, 64)\n",
    "        downsample(128, 4), # (bs, 64, 64, 128)\n",
    "        downsample(256, 4), # (bs, 32, 32, 256)\n",
    "        downsample(512, 4), # (bs, 16, 16, 512)\n",
    "        downsample(512, 4), # (bs, 8, 8, 512)\n",
    "        downsample(512, 4), # (bs, 4, 4, 512)\n",
    "        downsample(512, 4), # (bs, 2, 2, 512)\n",
    "        downsample(512, 4), # (bs, 1, 1, 512)\n",
    "    ]\n",
    "    \n",
    "    up_stack = [\n",
    "        upsample(512, 4, apply_dropout=True), # (bs, 2, 2, 1024)\n",
    "        upsample(512, 4, apply_dropout=True), # (bs, 4, 4, 1024)\n",
    "        upsample(512, 4, apply_dropout=True), # (bs, 8, 8, 1024)\n",
    "        upsample(512, 4), # (bs, 16, 16, 1024)\n",
    "        upsample(256, 4), # (bs, 32, 32, 512)\n",
    "        upsample(128, 4), # (bs, 64, 64, 256)\n",
    "        upsample(64, 4), # (bs, 128, 128, 128)\n",
    "    ]\n",
    "    \n",
    "    initializer = tf.random_normal_initializer(0., 0.02)\n",
    "    last = tf.keras.layers.Conv2DTranspose(OUTPUT_CHANNELS, 4, \n",
    "                                         strides=2, \n",
    "                                         padding='same',\n",
    "                                         kernel_initializer=initializer,\n",
    "                                         activation='tanh') # (bs, 256, 256, 3)\n",
    "    concat = tf.keras.layers.Concatenate() \n",
    "    \n",
    "    inputs = tf.keras.layers.Input(shape=[None,None,3])\n",
    "    x = inputs\n",
    "    # Downsampling through the model\n",
    "    skips = []\n",
    "    for down in down_stack:\n",
    "        x = down(x)\n",
    "        skips.append(x)\n",
    "    \n",
    "    skips = reversed(skips[:-1])\n",
    "    # Upsampling and establishing the skip connections\n",
    "    for up, skip in zip(up_stack, skips):\n",
    "        x = up(x)\n",
    "        x = concat([x, skip])\n",
    "    \n",
    "    x = last(x)\n",
    "    \n",
    "    return tf.keras.Model(inputs=inputs, outputs=x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "height": 296
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1562,
     "status": "ok",
     "timestamp": 1551645027026
    },
    "id": "U1N1_obwtdQH",
    "outputId": "67deedd8-6493-4b7e-e721-7b34290361db"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0309 14:48:38.655433 4321252224 image.py:656] Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x136303ac8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generator = Generator()\n",
    "gen_output = generator(inp[tf.newaxis,...], training=False)\n",
    "plt.imshow(gen_output[0,...])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZTKZfoaoEF22"
   },
   "source": [
    "## Build the Discriminator\n",
    "  * The Discriminator is a PatchGAN.\n",
    "  * Each block in the discriminator is (Conv -> BatchNorm -> Leaky ReLU)\n",
    "  * The shape of the output after the last layer is (batch_size, 30, 30, 1)\n",
    "  * Each 30x30 patch of the output classifies a 70x70 portion of the input image (such an architecture is called a PatchGAN).\n",
    "  * Discriminator receives 2 inputs.\n",
    "    * Input image and the target image, which it should classify as real.\n",
    "    * Input image and the generated image (output of generator), which it should classify as fake. \n",
    "    * We concatenate these 2 inputs together in the code (`tf.concat([inp, tar], axis=-1)`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ll6aNeQx8b4v"
   },
   "outputs": [],
   "source": [
    "def Discriminator():\n",
    "    \n",
    "    initializer = tf.random_normal_initializer(0., 0.02)\n",
    "    inp = tf.keras.layers.Input(shape=[None, None, 3], name='input_image')\n",
    "    tar = tf.keras.layers.Input(shape=[None, None, 3], name='target_image')\n",
    "    x = tf.keras.layers.concatenate([inp, tar]) # (bs, 256, 256, channels*2)\n",
    "    \n",
    "    down1 = downsample(64, 4, False)(x) # (bs, 128, 128, 64)\n",
    "    down2 = downsample(128, 4)(down1) # (bs, 64, 64, 128)\n",
    "    down3 = downsample(256, 4)(down2) # (bs, 32, 32, 256)\n",
    "    \n",
    "    zero_pad1 = tf.keras.layers.ZeroPadding2D()(down3) # (bs, 34, 34, 256)\n",
    "    conv = tf.keras.layers.Conv2D(512, 4, strides=1, \n",
    "                                kernel_initializer=initializer, \n",
    "                                use_bias=False)(zero_pad1) # (bs, 31, 31, 512)\n",
    "    \n",
    "    batchnorm1 = tf.keras.layers.BatchNormalization()(conv) \n",
    "    leaky_relu = tf.keras.layers.LeakyReLU()(batchnorm1)\n",
    "    zero_pad2 = tf.keras.layers.ZeroPadding2D()(leaky_relu) # (bs, 33, 33, 512)\n",
    "    last = tf.keras.layers.Conv2D(1, 4, strides=1,\n",
    "                                kernel_initializer=initializer)(zero_pad2) # (bs, 30, 30, 1)\n",
    "    \n",
    "    return tf.keras.Model(inputs=[inp, tar], outputs=last)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "height": 296
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 720,
     "status": "ok",
     "timestamp": 1551645028164
    },
    "id": "gDkA05NE6QMs",
    "outputId": "cdeef0a1-a913-4c40-be6d-7a30f35e03cd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x137829828>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "discriminator = Discriminator()\n",
    "disc_out = discriminator([inp[tf.newaxis,...], gen_output], training=False)\n",
    "plt.imshow(disc_out[0,...,-1], vmin=-20, vmax=20, cmap='RdBu_r')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-ede4p2YELFa"
   },
   "source": [
    "To learn more about the architecture and the hyperparameters you can refer the [paper](https://arxiv.org/abs/1611.07004)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0FMYgY_mPfTi"
   },
   "source": [
    "## Define the loss functions and the optimizer\n",
    "\n",
    "* **Discriminator loss**\n",
    "  * The discriminator loss function takes 2 inputs; **real images, generated images**\n",
    "  * real_loss is a sigmoid cross entropy loss of the **real images** and an **array of ones(since these are the real images)**\n",
    "  * generated_loss is a sigmoid cross entropy loss of the **generated images** and an **array of zeros(since these are the fake images)**\n",
    "  * Then the total_loss is the sum of real_loss and the generated_loss\n",
    "  \n",
    "* **Generator loss**\n",
    "  * It is a sigmoid cross entropy loss of the generated images and an **array of ones**.\n",
    "  * The [paper](https://arxiv.org/abs/1611.07004) also includes L1 loss which is MAE (mean absolute error) between the generated image and the target image.\n",
    "  * This allows the generated image to become structurally similar to the target image.\n",
    "  * The formula to calculate the total generator loss = gan_loss + LAMBDA * l1_loss, where LAMBDA = 100. This value was decided by the authors of the [paper](https://arxiv.org/abs/1611.07004)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Q1Xbz5OaLj5C"
   },
   "outputs": [],
   "source": [
    "loss_object = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "wkMNfBWlT-PV"
   },
   "outputs": [],
   "source": [
    "def discriminator_loss(disc_real_output, disc_generated_output):\n",
    "    \n",
    "    real_loss = loss_object(tf.ones_like(disc_real_output), disc_real_output)\n",
    "    generated_loss = loss_object(tf.zeros_like(disc_generated_output), disc_generated_output)\n",
    "    total_disc_loss = real_loss + generated_loss\n",
    "    \n",
    "    return total_disc_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "90BIcCKcDMxz"
   },
   "outputs": [],
   "source": [
    "def generator_loss(disc_generated_output, gen_output, target):\n",
    "    LAMBDA = 100\n",
    "    gan_loss = loss_object(tf.ones_like(disc_generated_output), disc_generated_output)\n",
    "    \n",
    "    # mean absolute error\n",
    "    l1_loss = tf.reduce_mean(tf.abs(target - gen_output))\n",
    "    total_gen_loss = gan_loss + (LAMBDA * l1_loss)\n",
    "    \n",
    "    return total_gen_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iWCn_PVdEJZ7"
   },
   "outputs": [],
   "source": [
    "generator_optimizer      = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "aKUZnDiqQrAh"
   },
   "source": [
    "## Checkpoints (Object-based saving)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WJnftd5sQsv6"
   },
   "outputs": [],
   "source": [
    "checkpoint_dir = './training_checkpoints'\n",
    "checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\n",
    "checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n",
    "                                 discriminator_optimizer=discriminator_optimizer,\n",
    "                                 generator=generator,\n",
    "                                 discriminator=discriminator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Rw1fkAczTQYh"
   },
   "source": [
    "## Training\n",
    "\n",
    "* We start by iterating over the dataset\n",
    "* The generator gets the input image and we get a generated output.\n",
    "* The discriminator receives the input_image and the generated image as the first input. The second input is the input_image and the target_image.\n",
    "* Next, we calculate the generator and the discriminator loss.\n",
    "* Then, we calculate the gradients of loss with respect to both the generator and the discriminator variables(inputs) and apply those to the optimizer.\n",
    "\n",
    "\n",
    "## Generate Images\n",
    "\n",
    "* After training, its time to generate some images!\n",
    "* We pass images from the test dataset to the generator.\n",
    "* The generator will then translate the input image into the output we expect.\n",
    "* Last step is to plot the predictions and **voila!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "RmdVsmvhPxyy"
   },
   "outputs": [],
   "source": [
    "def generate_images(model, test_input, tar):\n",
    "    # the training=True is intentional here since\n",
    "    # we want the batch statistics while running the model\n",
    "    # on the test dataset. If we use training=False, we will get \n",
    "    # the accumulated statistics learned from the training dataset\n",
    "    # (which we don't want)\n",
    "    prediction = model(test_input, training=True)\n",
    "    plt.figure(figsize=(15,15))\n",
    "    \n",
    "    display_list = [test_input[0], tar[0], prediction[0]]\n",
    "    title = ['Input Image', 'Ground Truth', 'Predicted Image']\n",
    "    \n",
    "    for i in range(3):\n",
    "        plt.subplot(1, 3, i+1)\n",
    "        plt.title(title[i])\n",
    "        # getting the pixel values between [0, 1] to plot it.\n",
    "        plt.imshow(display_list[i] * 0.5 + 0.5)\n",
    "        plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KBKUV2sKXDbY"
   },
   "outputs": [],
   "source": [
    "@tf.function\n",
    "def train_step(input_image, target):\n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "        gen_output = generator(input_image, training=True)\n",
    "        \n",
    "        disc_real_output = discriminator([input_image, target], training=True)\n",
    "        disc_generated_output = discriminator([input_image, gen_output], training=True)\n",
    "        gen_loss = generator_loss(disc_generated_output, gen_output, target)\n",
    "        disc_loss = discriminator_loss(disc_real_output, disc_generated_output)\n",
    "    \n",
    "    generator_gradients = gen_tape.gradient(gen_loss, \n",
    "                                          generator.trainable_variables)\n",
    "    discriminator_gradients = disc_tape.gradient(disc_loss, \n",
    "                                          discriminator.trainable_variables)\n",
    "    \n",
    "    generator_optimizer.apply_gradients(zip(generator_gradients, \n",
    "                                          generator.trainable_variables))\n",
    "    discriminator_optimizer.apply_gradients(zip(discriminator_gradients, \n",
    "                                              discriminator.trainable_variables))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "2M7LmLtGEMQJ"
   },
   "outputs": [],
   "source": [
    "def train(dataset, epochs):  \n",
    "    \n",
    "    for epoch in range(epochs):\n",
    "        start = time.time()\n",
    "        \n",
    "        for input_image, target in dataset:\n",
    "            train_step(input_image, target)\n",
    "        \n",
    "        clear_output(wait=True)\n",
    "        for inp, tar in test_dataset.take(1):\n",
    "            generate_images(generator, inp, tar)\n",
    "        # saving (checkpoint) the model every 20 epochs\n",
    "        if (epoch + 1) % 20 == 0: checkpoint.save(file_prefix = checkpoint_prefix)\n",
    "        \n",
    "        print ('Time taken for epoch {} is {} sec\\n'.format(epoch + 1, time.time()-start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "height": 346
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1909,
     "status": "ok",
     "timestamp": 1551658750610
    },
    "id": "a1zZmKmvOH85",
    "outputId": "adf5f083-4543-4326-abec-fe28f9b91b09"
   },
   "outputs": [],
   "source": [
    "train(train_dataset, EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "kz80bY3aQ1VZ"
   },
   "source": [
    "## Restore the latest checkpoint and test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HSSm4kfvJiqv"
   },
   "outputs": [],
   "source": [
    "!ls {checkpoint_dir}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "4t4x69adQ5xb"
   },
   "outputs": [],
   "source": [
    "# restoring the latest checkpoint in checkpoint_dir\n",
    "checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1RGysMU_BZhx"
   },
   "source": [
    "## Testing on the entire test dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KUgSnmy2nqSP"
   },
   "outputs": [],
   "source": [
    "# Run the trained model on the entire test dataset\n",
    "for inp, tar in test_dataset:\n",
    "    generate_images(generator, inp, tar)"
   ]
  }
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